Creation OS ships local σ-gated runtime

The interesting part here is not the branding around σ, it’s the control loop: uncertainty signals can trigger regeneration or refusal before a bad answer escapes. That is a more credible reliability story than pretending every local model should answer everything.

• –The repo claims same-seed TruthfulQA gains from selective regeneration, which suggests routing logic can improve quality without requiring a stronger base model.
• –The MCP server turns the gate into infrastructure, so clients can consume uncertainty metadata directly instead of treating it as a one-off demo.
• –The strongest claim boundary is narrow: factual QA and abstention. The project itself says σ is not universal, which is the right kind of discipline.
• –The local-only setup around BitNet, Qwen, and Gemma makes sense for privacy-sensitive or offline workflows.